Japan, South Korea Top List Of Countries With Fastest High-Speed Trains: How Did US Fare? Japan and South Korea top a recent survey on fastest high-speed trains. Record speed, operational speed and population coverage were used as parameters for the said survey. by Catherine Cabral-Isabedra